Latest Thinking

How I’m interpreting emerging shifts across AI, Web3, and enterprise systems.

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Most teams don’t realize it yet, but AI is quietly creating a new kind of operational debt.

As decision velocity increases, legacy infrastructure becomes a bottleneck.